Image Classification on CIFAR100 (AUC Metric)
99.6AUCLiteGuard
Evaluation Results
| Method | Links | |
|---|---|---|
| LiteGuardBackbone=CNN, Obfuscation Technique=Finetuning2026.03 | 99.6 | |
| ADVTRABackbone=CNN, Obfuscation Technique=Finetuning2026.03 | 99.3 | |
| IPGuardBackbone=CNN, Obfuscation Technique=Finetuning2026.03 | 99 | |
| LiteGuardBackbone=CNN, Obfuscation Technique=N-finetune2026.03 | 98.6 | |
| LiteGuardBackbone=CNN, Obfuscation Technique=A-finetune2026.03 | 98 | |
| LiteGuardBackbone=CNN, Obfuscation Technique=P-finetune2026.03 | 97.5 | |
| LiteGuardBackbone=CNN, Obfuscation Technique=Pruning2026.03 | 95.5 | |
| UAPBackbone=CNN, Obfuscation Technique=Finetuning2026.03 | 90.3 | |
| ADVTRABackbone=CNN, Obfuscation Technique=P-finetune2026.03 | 89.7 | |
| ADVTRABackbone=CNN, Obfuscation Technique=Pruning2026.03 | 88.7 | |
| ADVTRABackbone=CNN, Obfuscation Technique=A-finetune2026.03 | 86.9 | |
| ADVTRABackbone=CNN, Obfuscation Technique=KD2026.03 | 81.6 | |
| LiteGuardBackbone=CNN, Obfuscation Technique=KD2026.03 | 78.6 | |
| UAPBackbone=CNN, Obfuscation Technique=A-finetune2026.03 | 78 | |
| MetaVBackbone=CNN, Obfuscation Technique=Finetuning2026.03 | 77.6 | |
| UAPBackbone=CNN, Obfuscation Technique=P-finetune2026.03 | 75.2 | |
| IPGuardBackbone=CNN, Obfuscation Technique=Pruning2026.03 | 74.2 | |
| UAPBackbone=CNN, Obfuscation Technique=Pruning2026.03 | 73.1 | |
| MetaVBackbone=CNN, Obfuscation Technique=Pruning2026.03 | 72.8 | |
| ADVTRABackbone=CNN, Obfuscation Technique=N-finetune2026.03 | 72.6 | |
| IPGuardBackbone=CNN, Obfuscation Technique=N-finetune2026.03 | 72 | |
| MetaVBackbone=CNN, Obfuscation Technique=N-finetune2026.03 | 70.7 | |
| UAPBackbone=CNN, Obfuscation Technique=KD2026.03 | 70.3 | |
| MetaVBackbone=CNN, Obfuscation Technique=P-finetune2026.03 | 68.1 | |
| IPGuardBackbone=CNN, Obfuscation Technique=P-finetune2026.03 | 65.3 | |
| UAPBackbone=CNN, Obfuscation Technique=N-finetune2026.03 | 64.2 | |
| MetaVBackbone=CNN, Obfuscation Technique=KD2026.03 | 60.3 | |
| IPGuardBackbone=CNN, Obfuscation Technique=KD2026.03 | 58.1 | |
| IPGuardBackbone=CNN, Obfuscation Technique=A-finetune2026.03 | 56.1 | |
| MetaVBackbone=CNN, Obfuscation Technique=A-finetune2026.03 | 51.1 |